Finally found what I was looking for…
In my.cnf,
[mysqld_safe]
timezone = UTC
I was putting this option under [mysqld], and mysql was failing to start.
Calling “SET time_zone=”+0:00″;” on every page load would also work, but I don’t like the idea of calling that query on every single page load.